{"id":"W2964973181","doi":"10.1161/circheartfailure.118.005754","title":"Perceived Generational, Geographic, and Sex-Based Differences in Choosing a Career in Advanced Heart Failure","year":2019,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ted Rogers Centre for Heart Research; University Health Network","funders":"Division of Graduate Education","keywords":"Excellence; Library science; Medicine; Gerontology; Family medicine; Sociology; Political science; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001076085,0.0001514234,0.0001542857,0.0005269967,0.0006133126,0.0008713515,0.0002196868,0.0005618492,0.003337781],"category_scores_gemma":[0.004385142,0.0001269175,0.000263656,0.0003666939,0.0004622058,0.0004365243,0.000796982,0.0007747905,0.0001644689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002636809,"about_ca_system_score_gemma":0.0004048356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004759819,"about_ca_topic_score_gemma":0.00949626,"domain_scores_codex":[0.9995345,0.0001813824,0.00003320242,0.00004471801,0.00007869399,0.0001275735],"domain_scores_gemma":[0.9962482,0.001082537,0.0009336602,0.00009833941,0.0002469698,0.001390219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001400507,0.0002582733,0.9954286,0.000008136139,0.00002981462,0.00005513322,0.001632334,0.00004053837,0.0002450278,0.00007048735,0.00007045536,0.002021169],"study_design_scores_gemma":[0.000007728504,0.0001214788,0.9951637,0.000008895903,0.000008349949,0.00005183353,0.004268133,0.0001374781,0.00002980734,0.00008486462,0.0001131435,0.000004530641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994469,0.00004688464,0.00001502205,0.00007113079,0.000005047434,0.000002331548,0.00001811628,2.542342e-7,0.0003943264],"genre_scores_gemma":[0.9998114,0.00002155046,0.00001491717,0.00001805171,0.000003837858,0.000001444055,0.00001782712,2.613619e-7,0.0001107089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004759819,"threshold_uncertainty_score":0.01116598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136207598358758,"score_gpt":0.2557044856440605,"score_spread":0.2343424096604729,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}